Our take
What our shortlists say about each one.
- Aurascape
Best for: Teams controlling staff use of AI apps
It makes the list for the workforce side of AI risk, where the question is what your people paste into AI apps, not how your own models are built. That fits mid-market and enterprise teams whose AI exposure is mostly assistants and chat apps. If you also build AI in house, you will likely need a second product for the cloud and model side.
From Best AI SPM Solutions for Business, Fall 2026
- WitnessAI Platform
Best for: Network-level AI visibility with no endpoint clients
It belongs here because it sees AI use from the network, which means no endpoint clients or browser extensions to roll out. It fits mid-sized and large companies that want staff-use controls and agent governance in one place. Its listed integrations are few, so ask how it connects to your identity, logging and network setup before you commit.
